Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking

Ryan Roth, Owen Rambow, Nizar Habash, Mona Diab, Cynthia Rudin

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

We investigate the tasks of general morphological tagging, diacritization, and lemmatization for Arabic. We show that for all tasks we consider, both modeling the lexeme explicitly, and retuning the weights of individual classifiers for the specific task, improve the performance.

Original languageEnglish (US)
Title of host publicationACL-08
Subtitle of host publicationHLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference
Pages117-120
Number of pages4
StatePublished - Dec 1 2008
Event46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-08: HLT - Columbus, OH, United States
Duration: Jun 15 2008Jun 20 2008

Other

Other46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-08: HLT
CountryUnited States
CityColumbus, OH
Period6/15/086/20/08

Fingerprint

ranking
Classifiers
performance
Modeling
Ranking
Tagging
Classifier
Lemmatization

ASJC Scopus subject areas

  • Language and Linguistics
  • Computer Networks and Communications
  • Linguistics and Language

Cite this

Roth, R., Rambow, O., Habash, N., Diab, M., & Rudin, C. (2008). Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. In ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference (pp. 117-120)

Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. / Roth, Ryan; Rambow, Owen; Habash, Nizar; Diab, Mona; Rudin, Cynthia.

ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. 2008. p. 117-120.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Roth, R, Rambow, O, Habash, N, Diab, M & Rudin, C 2008, Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. in ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. pp. 117-120, 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-08: HLT, Columbus, OH, United States, 6/15/08.
Roth R, Rambow O, Habash N, Diab M, Rudin C. Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. In ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. 2008. p. 117-120
Roth, Ryan ; Rambow, Owen ; Habash, Nizar ; Diab, Mona ; Rudin, Cynthia. / Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. 2008. pp. 117-120
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